{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x24aec832890>]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "#创建新画布\n",
    "fig = plt.figure()  \n",
    "ax_0 = fig.add_subplot(1,1,1)\n",
    "ax_0.plot(list(np.linspace(0,10,10)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: >"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#创建新画布1\n",
    "fig1 = plt.figure()\n",
    "fig1.add_subplot(2,2,1)\n",
    "fig1.add_subplot(2,2,2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   编程语言 技术方向   推出时间  年均销售数量    价格                       主要创始人\n",
      "0  java   后端  1995年     230  45.6                JamesGosling\n",
      "1  HTML   前端  1990年     124  55.3           Daniel W Connolly\n",
      "2     C   后端  1972年      35  33.9  Dennis MacAlistair Ritchie\n",
      "3    js   前端  1995年     678  59.5                Brendan Eich\n",
      "4   C++   后端  1983年     125  75.0           Bjarne Stroustrup\n",
      "5   CSS   前端  1990年     254  24.6             Tim Berners-Lee\n"
     ]
    }
   ],
   "source": [
    "# 导入pandas包\n",
    "import pandas as pd\n",
    "data_path=\"../python_pandas_basic/groupby.txt\"\n",
    "# 解析数据\n",
    "data = pd.read_csv(data_path,sep=',',engine='python')\n",
    "print(data)\n",
    "# --- 输出结果 ---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "前端\n",
      "0   -0.875\n",
      "1    0.125\n",
      "2    1.125\n",
      "3    2.125\n",
      "4    3.125\n",
      "5    4.125\n",
      "dtype: float64\n",
      "后端\n",
      "0   -0.525\n",
      "1    0.475\n",
      "2    1.475\n",
      "3    2.475\n",
      "4    3.475\n",
      "5    4.475\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 解决中文字体\n",
    "import matplotlib as mpl\n",
    " \n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei']\n",
    "mpl.rcParams['font.serif'] = ['SimHei']\n",
    "\n",
    "\n",
    "datasum = data.groupby(['技术方向','编程语言'])['年均销售数量'].sum()\n",
    "\n",
    "data_test = datasum.unstack()\n",
    "data_test= data_test.fillna(234)\n",
    "\n",
    "\n",
    "x_data = range(len(data_test.columns))\n",
    "x_data = pd.Series(x_data)\n",
    "width = 0.35\n",
    "xmean = x_data.mean()\n",
    "\n",
    "for i,p in enumerate(data_test.index):\n",
    "    print(p)\n",
    "    print(x_data + width*(i - xmean))\n",
    "    plt.bar(x_data + width*(i - xmean)+0.7,data_test.loc[p],label = p,width=width)\n",
    "plt.legend()\n",
    "\n",
    "plt.xticks(x_data,list(data_test.columns))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[69, 68, 53, 97, 84, 33, 0, 96, 57, 17]\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import random\n",
    "import numpy as np\n",
    "nums = random.sample(range(0,100),10)\n",
    "print(nums)\n",
    "nums = pd.Series(nums)\n",
    "explode = np.zeros(10)\n",
    "explode[5] = 0.2\n",
    "labels = ['nih3','233','443','43','测试','453','63','6345','2454','2343']\n",
    "plt.pie(x = nums,explode = explode,labels=labels,autopct='%d %%',labeldistance=1.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[52, 29, 11, 54, 61],\n",
       "       [73,  5, 19,  5, 63],\n",
       "       [94, 84, 73, 17, 40],\n",
       "       [70,  5, 10,  2, 91],\n",
       "       [13, 17, 22, 65, 14]], dtype=int16)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.random.randint(0, 100, size=(5,5), dtype=np.int16)\n",
    "hit_xlaber = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "t [0.00000000e+00 6.14192112e-03 1.22838422e-02 ... 6.27090146e+00\n",
      " 6.27704339e+00 6.28318531e+00]\n",
      "data2d [[ 0.00000000e+00  0.00000000e+00  0.00000000e+00 ...  0.00000000e+00\n",
      "   0.00000000e+00  0.00000000e+00]\n",
      " [ 6.14188251e-03  6.14176666e-03  6.14141913e-03 ...  6.14141913e-03\n",
      "   6.14176666e-03  6.14188251e-03]\n",
      " [ 1.22835333e-02  1.22833016e-02  1.22826066e-02 ...  1.22826066e-02\n",
      "   1.22833016e-02  1.22835333e-02]\n",
      " ...\n",
      " [-1.22835333e-02 -1.22833016e-02 -1.22826066e-02 ... -1.22826066e-02\n",
      "  -1.22833016e-02 -1.22835333e-02]\n",
      " [-6.14188251e-03 -6.14176666e-03 -6.14141913e-03 ... -6.14141913e-03\n",
      "  -6.14176666e-03 -6.14188251e-03]\n",
      " [-2.44929360e-16 -2.44924740e-16 -2.44910881e-16 ... -2.44910881e-16\n",
      "  -2.44924740e-16 -2.44929360e-16]]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ldc\\AppData\\Roaming\\Python\\Python310\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "t = np.linspace(0, 2 * np.pi, 1024)\n",
    "print('t',t)\n",
    "data2d = np.sin(t)[:, np.newaxis] * np.cos(t)[np.newaxis, :]\n",
    "print('data2d',data2d)\n",
    "fig, ax = plt.subplots()\n",
    "im = ax.imshow(data2d)\n",
    "ax.set_title('Pan on the colorbar to shift the color mapping\\n'\n",
    "             'Zoom on the colorbar to scale the color mapping')\n",
    "\n",
    "fig.colorbar(im, ax=ax, label='Interactive colorbar')\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "96169d20a00e6f8b1336899eac0ac63ba1d744560862b1f14ce92f02632fdcb0"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
